Constarium
← Search

Data · dataset · 2018

MovieTweeters: An Interactive Interface to Improve Recommendation Novelty

Listed in BERD@NFDI Data Portal

This paper introduces and evaluates a novel interface, MovieTweeters.

Description

It is a movie recommendation system which incorporates social information with a traditional recommendation algorithm to generate recommendations for users. Few previous studies have investigated the influence of using social information in interactive interfaces to improve the novelty of recommendations.

To address this gap, we investigate whether social information can be incorporated effectively into an interactive interface to improve recommendation novelty and user satisfaction. Our initial results suggest that such an interactive interface does indeed help users discover more novel items. Also, we observed users who perceived that they discovered more novel and diverse items reported increased levels of user satisfaction.

Read the rest (1 more)

Surprisingly, we observed that even though we successfully were able to increase the system diversity of the recommendations, it had a negative correlation with users perception of novelty and diversity of the items highlighting the importance of improved user-centered approaches.

Links

Where it is published

Catalogue records · 1

Topics

From keywords
Economics & Finance
Provenance · 1 source records, 6 field assertions
SourceKeyLast seenRaw
BERD@NFDI Data Portal2fmnm-230539 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · berd platform deconnector:berd_platform_de@1.0.0
concepts[field].local:field:economics-financemapping · berd platform deconnector:berd_platform_de@1.0.0
descriptionsource · berd platform deconnector:berd_platform_de@1.0.0/metadata/description
publication_datesource · berd platform deconnector:berd_platform_de@1.0.0
titlesource · berd platform deconnector:berd_platform_de@1.0.0/metadata/title
updated_datesource · berd platform deconnector:berd_platform_de@1.0.0